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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

It’s All Relative! – A Synthetic Query Generation Approach for Improving Zero-Shot Relevance Prediction NAACL 2024
WisPerMed at BioLaySumm: Adapting Autoregressive Large Language Models for Lay Summarization of Scientific Articles ACL 2024
CableInspect-AD: An Expert-Annotated Anomaly Detection Dataset NIPS 2024
OneNet: A Fine-Tuning Free Framework for Few-Shot Entity Linking via Large Language Model Prompting EMNLP 2024
Enhancing Fine-Grained Image Classifications via Cascaded Vision Language Models EMNLP 2024
Few-shot clinical entity recognition in English, French and Spanish: masked language models outperform generative model prompting EMNLP 2024
DeepCalliFont: Few-Shot Chinese Calligraphy Font Synthesis by Integrating Dual-Modality Generative Models AAAI 2024
Detect Any Keypoints: An Efficient Light-Weight Few-Shot Keypoint Detector AAAI 2024
Crafting In-context Examples according to LMs’ Parametric Knowledge NAACL 2024
LLMs for Low Resource Languages in Multilingual, Multimodal and Dialectal Settings EACL 2024
RLPeri: Accelerating Visual Perimetry Test with Reinforcement Learning and Convolutional Feature Extraction AAAI 2024
Task-Disruptive Background Suppression for Few-Shot Segmentation AAAI 2024
Dialogue for Prompting: A Policy-Gradient-Based Discrete Prompt Generation for Few-Shot Learning AAAI 2024
Data-Efficient Graph Learning AAAI 2024
Text2Afford: Probing Object Affordance Prediction abilities of Language Models solely from Text CONLL 2024
ConCon-Chi: Concept-Context Chimera Benchmark for Personalized Vision-Language Tasks CVPR 2024
ESCAPE: Encoding Super-keypoints for Category-Agnostic Pose Estimation CVPR 2024
Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI AAAI 2024
FtG-CoT at SemEval-2024 Task 9: Solving Sentence Puzzles Using Fine-Tuned Language Models and Zero-Shot CoT Prompting SEMEVAL 2024
Cost-Efficient Subjective Task Annotation and Modeling through Few-Shot Annotator Adaptation EMNLP 2024
Self-Prompt Mechanism for Few-Shot Image Recognition AAAI 2024
MultiVerse: Efficient and Expressive Zero-Shot Multi-Task Text-to-Speech EMNLP 2024
UniAudio 1.5: Large Language Model-Driven Audio Codec is A Few-Shot Audio Task Learner NIPS 2024
NumDecoders at SemEval-2024 Task 7: FlanT5 and GPT enhanced with CoT for Numerical Reasoning SEMEVAL 2024
Simple Semantic-Aided Few-Shot Learning CVPR 2024